Q. $A$ and $B$ are two independent witnesses ($ie$, there is no collusion between them) in a case. The probability that $A$ will speak the truth is $x$ and the probability that $B$ will speak the truth is $y$, $A$ and $B$ agree in a certain statement. The probability that the statement is true, is

A) $\frac{x - y}{x + y}$
B) $\frac{xy}{1 + x + y + xy}$
C) $\frac{x - y}{1 - x - y + 2xy}$
D) $\frac{xy}{1 - x - y + 2xy}$
Explanation

(d)
$A\$and $B$ will agree in a certain statement if both speak truth or both tell a lie. We define following events
$E_{1} = A\ and\ B$ both speak truth $\Rightarrow P\left( E_{1} \right) = xy$
$E_{2} = A\ and\ B$ both tell a lie $\Rightarrow P\left( E_{2} \right) = (1 - x)(1 - y)$
$E = A$ and $B$ agree in a certain statement
Clearly, $P\left( E \middle| E_{1} \right) = 1\ and\ P\left( E \middle| E_{2} \right) = 1$
The required probability is $P(E_{1}|E)$
Using Bayes’ theorem
$P\left( E_{1} \middle| E \right) = \frac{P\left( E_{1} \right)P(E|E_{1})}{P\left( E_{1} \right)P\left( E \middle| E_{1} \right) + P\left( E_{2} \right)P(E|E_{2})}$
$= \frac{xy.1}{xy.1 + (1 - x)(1 - y).1} = \frac{xy}{1 - x - y + 2xy}$

Dr. Abubacker
Reviewed by Dr. Abubacker

Physics Educator & NEET/JEE Specialist

Ph.D. in Physics with 19+ years of teaching experience.